{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "78933cfa-4d78-4ff3-aef3-cf4c5438182f",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## 1. 数据读取"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "709ea0db-e3b0-445d-a3a7-70efe1b3e0c3",
   "metadata": {
    "editable": true,
    "pycharm": {
     "name": "#%%\n"
    },
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "outputs": [
    {
     "ename": "FileExistsError",
     "evalue": "[WinError 183] 当文件已存在时，无法创建该文件。: 'F:/IIT/cs422/cs422-project/data_tmp.parquet'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mFileExistsError\u001b[0m                           Traceback (most recent call last)",
      "File \u001b[1;32m<timed exec>:11\u001b[0m\n",
      "File \u001b[1;32mD:\\Miniconda3\\envs\\py38\\lib\\site-packages\\dask\\dataframe\\core.py:5503\u001b[0m, in \u001b[0;36mDataFrame.to_parquet\u001b[1;34m(self, path, *args, **kwargs)\u001b[0m\n\u001b[0;32m   5500\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"See dd.to_parquet docstring for more information\"\"\"\u001b[39;00m\n\u001b[0;32m   5501\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mdask\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mdataframe\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mio\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m to_parquet\n\u001b[1;32m-> 5503\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mto_parquet\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mpath\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[1;32mD:\\Miniconda3\\envs\\py38\\lib\\site-packages\\dask\\dataframe\\io\\parquet\\core.py:963\u001b[0m, in \u001b[0;36mto_parquet\u001b[1;34m(df, path, engine, compression, write_index, append, overwrite, ignore_divisions, partition_on, storage_options, custom_metadata, write_metadata_file, compute, compute_kwargs, schema, name_function, filesystem, **kwargs)\u001b[0m\n\u001b[0;32m    954\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[0;32m    955\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mUser-defined key/value metadata (custom_metadata) can not \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m    956\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mcontain a b\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mpandas\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m key.  This key is reserved by Pandas, \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m    957\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mand overwriting the corresponding value can render the \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m    958\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mentire dataset unreadable.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m    959\u001b[0m     )\n\u001b[0;32m    961\u001b[0m \u001b[38;5;66;03m# Engine-specific initialization steps to write the dataset.\u001b[39;00m\n\u001b[0;32m    962\u001b[0m \u001b[38;5;66;03m# Possibly create parquet metadata, and load existing stuff if appending\u001b[39;00m\n\u001b[1;32m--> 963\u001b[0m i_offset, fmd, metadata_file_exists, extra_write_kwargs \u001b[38;5;241m=\u001b[39m \u001b[43mengine\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43minitialize_write\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m    964\u001b[0m \u001b[43m    \u001b[49m\u001b[43mdf\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    965\u001b[0m \u001b[43m    \u001b[49m\u001b[43mfs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    966\u001b[0m \u001b[43m    \u001b[49m\u001b[43mpath\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    967\u001b[0m \u001b[43m    \u001b[49m\u001b[43mappend\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mappend\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    968\u001b[0m \u001b[43m    \u001b[49m\u001b[43mignore_divisions\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mignore_divisions\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    969\u001b[0m \u001b[43m    \u001b[49m\u001b[43mpartition_on\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mpartition_on\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    970\u001b[0m \u001b[43m    \u001b[49m\u001b[43mdivision_info\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdivision_info\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    971\u001b[0m \u001b[43m    \u001b[49m\u001b[43mindex_cols\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mindex_cols\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    972\u001b[0m \u001b[43m    \u001b[49m\u001b[43mschema\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mschema\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    973\u001b[0m \u001b[43m    \u001b[49m\u001b[43mcustom_metadata\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcustom_metadata\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    974\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    975\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    977\u001b[0m \u001b[38;5;66;03m# By default we only write a metadata file when appending if one already\u001b[39;00m\n\u001b[0;32m    978\u001b[0m \u001b[38;5;66;03m# exists\u001b[39;00m\n\u001b[0;32m    979\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m append \u001b[38;5;129;01mand\u001b[39;00m write_metadata_file \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n",
      "File \u001b[1;32mD:\\Miniconda3\\envs\\py38\\lib\\site-packages\\dask\\dataframe\\io\\parquet\\arrow.py:726\u001b[0m, in \u001b[0;36mArrowDatasetEngine.initialize_write\u001b[1;34m(cls, df, fs, path, append, partition_on, ignore_divisions, division_info, schema, index_cols, **kwargs)\u001b[0m\n\u001b[0;32m    723\u001b[0m     schema \u001b[38;5;241m=\u001b[39m inferred_schema\n\u001b[0;32m    725\u001b[0m \u001b[38;5;66;03m# Check that target directory exists\u001b[39;00m\n\u001b[1;32m--> 726\u001b[0m \u001b[43mfs\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmkdirs\u001b[49m\u001b[43m(\u001b[49m\u001b[43mpath\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mexist_ok\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m)\u001b[49m\n\u001b[0;32m    727\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m append \u001b[38;5;129;01mand\u001b[39;00m division_info \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m    728\u001b[0m     ignore_divisions \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mTrue\u001b[39;00m\n",
      "File \u001b[1;32mD:\\Miniconda3\\envs\\py38\\lib\\site-packages\\fsspec\\spec.py:1498\u001b[0m, in \u001b[0;36mAbstractFileSystem.mkdirs\u001b[1;34m(self, path, exist_ok)\u001b[0m\n\u001b[0;32m   1496\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mmkdirs\u001b[39m(\u001b[38;5;28mself\u001b[39m, path, exist_ok\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m):\n\u001b[0;32m   1497\u001b[0m \u001b[38;5;250m    \u001b[39m\u001b[38;5;124;03m\"\"\"Alias of `AbstractFileSystem.makedirs`.\"\"\"\u001b[39;00m\n\u001b[1;32m-> 1498\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmakedirs\u001b[49m\u001b[43m(\u001b[49m\u001b[43mpath\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mexist_ok\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mexist_ok\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[1;32mD:\\Miniconda3\\envs\\py38\\lib\\site-packages\\fsspec\\implementations\\local.py:58\u001b[0m, in \u001b[0;36mLocalFileSystem.makedirs\u001b[1;34m(self, path, exist_ok)\u001b[0m\n\u001b[0;32m     56\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mmakedirs\u001b[39m(\u001b[38;5;28mself\u001b[39m, path, exist_ok\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m):\n\u001b[0;32m     57\u001b[0m     path \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_strip_protocol(path)\n\u001b[1;32m---> 58\u001b[0m     \u001b[43mos\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmakedirs\u001b[49m\u001b[43m(\u001b[49m\u001b[43mpath\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mexist_ok\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mexist_ok\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[1;32mD:\\Miniconda3\\envs\\py38\\lib\\os.py:221\u001b[0m, in \u001b[0;36mmakedirs\u001b[1;34m(name, mode, exist_ok)\u001b[0m\n\u001b[0;32m    219\u001b[0m         \u001b[38;5;28;01mreturn\u001b[39;00m\n\u001b[0;32m    220\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m--> 221\u001b[0m     \u001b[43mmkdir\u001b[49m\u001b[43m(\u001b[49m\u001b[43mname\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmode\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    222\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mOSError\u001b[39;00m:\n\u001b[0;32m    223\u001b[0m     \u001b[38;5;66;03m# Cannot rely on checking for EEXIST, since the operating system\u001b[39;00m\n\u001b[0;32m    224\u001b[0m     \u001b[38;5;66;03m# could give priority to other errors like EACCES or EROFS\u001b[39;00m\n\u001b[0;32m    225\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m exist_ok \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m path\u001b[38;5;241m.\u001b[39misdir(name):\n",
      "\u001b[1;31mFileExistsError\u001b[0m: [WinError 183] 当文件已存在时，无法创建该文件。: 'F:/IIT/cs422/cs422-project/data_tmp.parquet'"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import dask.dataframe as dd\n",
    "\n",
    "# 使用Dask读取大数据集\n",
    "csv_file_path = 'data_public.csv'\n",
    "data = dd.read_csv(csv_file_path)\n",
    "\n",
    "# 将数据转换为Parquet文件\n",
    "parquet_file_path = 'data_tmp.parquet'\n",
    "data.to_parquet(parquet_file_path, engine='pyarrow')\n",
    "\n",
    "# 使用Dask读取Parquet文件\n",
    "data = dd.read_parquet(parquet_file_path)\n",
    "\n",
    "# 打印数据的基本信息\n",
    "print(data.info())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "2796f399-f203-44e2-b7ad-5c30cc9d598c",
   "metadata": {
    "editable": true,
    "pycharm": {
     "name": "#%%\n"
    },
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "数据集的行数和列数: (Delayed('int-d5bf433c-01b0-409b-ae4d-410869cf59f9'), 16)\n",
      "数据类型:\n",
      "A        float64\n",
      "B        float64\n",
      "C        float64\n",
      "D        float64\n",
      "E        float64\n",
      "F        float64\n",
      "G        float64\n",
      "H        float64\n",
      "I        float64\n",
      "J        float64\n",
      "K        float64\n",
      "L        float64\n",
      "M        float64\n",
      "N        float64\n",
      "O        float64\n",
      "Class      int64\n",
      "dtype: object\n",
      "\n",
      "每列的缺失值数量:\n",
      "Dask Series Structure:\n",
      "npartitions=1\n",
      "A    int64\n",
      "O      ...\n",
      "dtype: int64\n",
      "Dask Name: dataframe-sum-agg, 4 graph layers\n"
     ]
    }
   ],
   "source": [
    "# 检查数据的基本信息\n",
    "print(f\"数据集的行数和列数: {data.shape}\")\n",
    "print(\"数据类型:\")\n",
    "print(data.dtypes)\n",
    "\n",
    "# 检查缺失值\n",
    "missing_values = data.isnull().sum()\n",
    "print(\"\\n每列的缺失值数量:\")\n",
    "print(missing_values)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a94daeba-7969-4e50-b76e-69370db07fa4",
   "metadata": {
    "editable": true,
    "pycharm": {
     "name": "#%% md\n"
    },
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "source": [
    "## 2. 数据集划分"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "17d25d13-10bd-4ddf-93fe-bc213563782a",
   "metadata": {
    "editable": true,
    "pycharm": {
     "name": "#%%\n"
    },
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "采样数据形状：\n",
      "(1200000, 15)\n"
     ]
    }
   ],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "# 目标变量的列名为'Class'\n",
    "target_column = 'Class'\n",
    "\n",
    "# 分离特征和目标变量\n",
    "X = data.drop(columns=target_column)\n",
    "y = data[target_column]\n",
    "\n",
    "# 将Dask DataFrame转换为Pandas DataFrame\n",
    "X = X.compute()\n",
    "y = y.compute()\n",
    "\n",
    "# 标准化特征\n",
    "scaler = StandardScaler()\n",
    "X_scaled = scaler.fit_transform(X)\n",
    "\n",
    "# 合并X和y\n",
    "data_df = pd.concat([pd.DataFrame(X_scaled, columns=X.columns), y.reset_index(drop=True)], axis=1)\n",
    "\n",
    "# 从小样本数据集中，划分训练集和测试集\n",
    "X_train, X_test, y_train, y_test = train_test_split(X_scaled, y, test_size=0.3, random_state=42)\n",
    "\n",
    "print(f'采样数据形状：\\n{X.shape}')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "feee8a2e-a0a1-4b3e-826f-8a342bb42de8",
   "metadata": {
    "editable": true,
    "pycharm": {
     "name": "#%% md\n"
    },
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "source": [
    "## 3. 特征分析"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ecaac3bb-b0bc-40e9-b980-3acec94337c0",
   "metadata": {
    "editable": true,
    "pycharm": {
     "name": "#%% md\n"
    },
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "source": [
    "3.1 皮尔逊相关系数特征分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "c09f7fcf-98ee-4240-8125-f8fe808c7bbe",
   "metadata": {
    "editable": true,
    "pycharm": {
     "name": "#%%\n"
    },
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "特征之间的皮尔逊相关系数:\n",
      "              A         B         C         D         E         F         G  \\\n",
      "A      1.000000  0.455949  0.991999  0.071330  0.990703  0.905353  0.972223   \n",
      "B      0.455949  1.000000  0.541742  0.865856  0.352946  0.760708  0.620607   \n",
      "C      0.991999  0.541742  1.000000  0.176224  0.971805  0.943482  0.988351   \n",
      "D      0.071330  0.865856  0.176224  1.000000 -0.047459  0.477183  0.279248   \n",
      "E      0.990703  0.352946  0.971805 -0.047459  1.000000  0.849129  0.939705   \n",
      "F      0.905353  0.760708  0.943482  0.477183  0.849129  1.000000  0.969055   \n",
      "G      0.972223  0.620607  0.988351  0.279248  0.939705  0.969055  1.000000   \n",
      "H      0.988807  0.339549  0.968342 -0.062451  0.997116  0.841227  0.934714   \n",
      "I      0.818399 -0.098558  0.753474 -0.502643  0.879142  0.508345  0.678043   \n",
      "J      0.870016  0.803246  0.915784  0.544357  0.805749  0.989868  0.949429   \n",
      "K      0.968827  0.246429  0.937868 -0.163679  0.989217  0.781534  0.894114   \n",
      "L      0.139619  0.854635  0.238723  0.949485  0.026319  0.518117  0.335039   \n",
      "M      0.958931  0.345030  0.941040 -0.042057  0.964769  0.823551  0.910385   \n",
      "N      0.953081  0.194578  0.916578 -0.217856  0.979925  0.745156  0.867546   \n",
      "O      0.920322  0.098805  0.873800 -0.316241  0.958885  0.675416  0.815281   \n",
      "Class  0.278329  0.215589  0.287754  0.124415  0.263809  0.296131  0.293204   \n",
      "\n",
      "              H         I         J         K         L         M         N  \\\n",
      "A      0.988807  0.818399  0.870016  0.968827  0.139619  0.958931  0.953081   \n",
      "B      0.339549 -0.098558  0.803246  0.246429  0.854635  0.345030  0.194578   \n",
      "C      0.968342  0.753474  0.915784  0.937868  0.238723  0.941040  0.916578   \n",
      "D     -0.062451 -0.502643  0.544357 -0.163679  0.949485 -0.042057 -0.217856   \n",
      "E      0.997116  0.879142  0.805749  0.989217  0.026319  0.964769  0.979925   \n",
      "F      0.841227  0.508345  0.989868  0.781534  0.518117  0.823551  0.745156   \n",
      "G      0.934714  0.678043  0.949429  0.894114  0.335039  0.910385  0.867546   \n",
      "H      1.000000  0.886017  0.796856  0.990875  0.012005  0.964627  0.982403   \n",
      "I      0.886017  1.000000  0.439881  0.926217 -0.418110  0.848801  0.943365   \n",
      "J      0.796856  0.439881  1.000000  0.730841  0.579309  0.781815  0.691273   \n",
      "K      0.990875  0.926217  0.730841  1.000000 -0.085543  0.956598  0.992158   \n",
      "L      0.012005 -0.418110  0.579309 -0.085543  1.000000  0.029013 -0.138097   \n",
      "M      0.964627  0.848801  0.781815  0.956598  0.029013  1.000000  0.947381   \n",
      "N      0.982403  0.943365  0.691273  0.992158 -0.138097  0.947381  1.000000   \n",
      "O      0.962873  0.970965  0.615931  0.982980 -0.233820  0.926620  0.988920   \n",
      "Class  0.261709  0.168893  0.293592  0.245494  0.138566  0.255539  0.235463   \n",
      "\n",
      "              O     Class  \n",
      "A      0.920322  0.278329  \n",
      "B      0.098805  0.215589  \n",
      "C      0.873800  0.287754  \n",
      "D     -0.316241  0.124415  \n",
      "E      0.958885  0.263809  \n",
      "F      0.675416  0.296131  \n",
      "G      0.815281  0.293204  \n",
      "H      0.962873  0.261709  \n",
      "I      0.970965  0.168893  \n",
      "J      0.615931  0.293592  \n",
      "K      0.982980  0.245494  \n",
      "L     -0.233820  0.138566  \n",
      "M      0.926620  0.255539  \n",
      "N      0.988920  0.235463  \n",
      "O      1.000000  0.216208  \n",
      "Class  0.216208  1.000000  \n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1200x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: total: 2.55 s\n",
      "Wall time: 2.58 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "# 计算特征之间的皮尔逊相关系数\n",
    "correlation_matrix = data_df.corr()\n",
    "\n",
    "# 打印相关系数矩阵\n",
    "print(\"特征之间的皮尔逊相关系数:\")\n",
    "print(correlation_matrix)\n",
    "\n",
    "# 可视化相关系数矩阵\n",
    "plt.figure(figsize=(12, 10))\n",
    "sns.heatmap(correlation_matrix, annot=True, cmap='coolwarm', linewidths=0.5)\n",
    "plt.title('Feature Correlation Matrix (Pearson)')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eaaf5243-7b52-45e3-b962-e7759178fd41",
   "metadata": {
    "editable": true,
    "pycharm": {
     "name": "#%% md\n"
    },
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "source": [
    "3.2 PCA特征分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "171895fc-bc5d-4a7d-ba11-4ee108a7edd4",
   "metadata": {
    "editable": true,
    "pycharm": {
     "name": "#%%\n"
    },
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: total: 27.2 s\n",
      "Wall time: 26.2 s\n"
     ]
    }
   ],
   "source": [
    "%%time \n",
    "\n",
    "from sklearn.decomposition import PCA\n",
    "\n",
    "# 可视化前两个主成分\n",
    "pca = PCA(n_components=2)\n",
    "X_pca = pca.fit_transform(X_scaled)\n",
    "\n",
    "plt.figure(figsize=(8, 6))\n",
    "plt.scatter(X_pca[:, 0], X_pca[:, 1], c=y, cmap='viridis', edgecolor='k', s=50)\n",
    "plt.xlabel('Principal Component 1')\n",
    "plt.ylabel('Principal Component 2')\n",
    "plt.title('PCA of Sampled Dataset')\n",
    "plt.colorbar(label='Class')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3b8093c3-44d6-44b0-9cb0-ac1a64471883",
   "metadata": {
    "editable": true,
    "pycharm": {
     "name": "#%% md\n"
    },
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "source": [
    "3.3 使用MiniBatch K-means聚类分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "25ad6a38-6717-4acb-935a-aa4a850fca7d",
   "metadata": {
    "editable": true,
    "pycharm": {
     "name": "#%%\n"
    },
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Miniconda3\\envs\\py38\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1930: FutureWarning: The default value of `n_init` will change from 3 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
      "  super()._check_params_vs_input(X, default_n_init=3)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: total: 23.7 s\n",
      "Wall time: 23.8 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "from sklearn.cluster import MiniBatchKMeans\n",
    "\n",
    "# 使用 MiniBatch K-means 进行聚类\n",
    "minibatch_kmeans = MiniBatchKMeans(n_clusters=3, batch_size=10000, random_state=42)\n",
    "minibatch_kmeans_labels = minibatch_kmeans.fit_predict(X_scaled)\n",
    "\n",
    "# 可视化 MiniBatch K-means 聚类结果\n",
    "plt.figure(figsize=(8, 6))\n",
    "plt.scatter(X_scaled[:, 0], X_scaled[:, 1], c=minibatch_kmeans_labels, cmap='viridis', edgecolor='k', s=50)\n",
    "plt.xlabel('Feature 1')\n",
    "plt.ylabel('Feature 2')\n",
    "plt.title('MiniBatch K-means Clustering')\n",
    "plt.colorbar()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2a92969d-173a-48d4-b016-ee53c9068fee",
   "metadata": {
    "editable": true,
    "pycharm": {
     "name": "#%% md\n"
    },
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "source": [
    "## 4. 模型训练"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "006f3c21-284b-41b3-8f1d-78d1956f751f",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "4.1 定义模型pipeline，使用随机森林进行监督学习"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "ccf93ac8-63ec-40cb-94c2-a5419b54cb8b",
   "metadata": {
    "editable": true,
    "pycharm": {
     "name": "#%%\n"
    },
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.impute import SimpleImputer\n",
    "from sklearn.compose import ColumnTransformer\n",
    "from sklearn.pipeline import Pipeline\n",
    "\n",
    "# 创建 Scikit-Learn Pipeline\n",
    "from sklearn.pipeline import make_pipeline\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "# 定义数据预处理的Pipeline\n",
    "preprocessor = Pipeline(steps=[\n",
    "    ('imputer', SimpleImputer(strategy='mean')),\n",
    "    ('scaler', StandardScaler()),\n",
    "    ('pca', PCA(n_components=2))\n",
    "])\n",
    "\n",
    "# 创建一个ColumnTransformer来应用于所有特征列\n",
    "column_transformer = ColumnTransformer(transformers=[\n",
    "    ('num', preprocessor, X.columns)\n",
    "])\n",
    "\n",
    "# 定义模型Pipeline,n_jobs=-1进行并行处\n",
    "classifier = RandomForestClassifier(n_jobs=-1)\n",
    "pipeline = Pipeline([\n",
    "    ('preprocessor', column_transformer),\n",
    "    ('classifier', classifier)\n",
    "])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "90bef28c-2fad-4408-b9a2-2582f04f67c1",
   "metadata": {
    "editable": true,
    "pycharm": {
     "name": "#%% md\n"
    },
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "source": [
    "4.2 训练模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "f0627753-cd21-46a8-b226-95c93d7659e5",
   "metadata": {
    "editable": true,
    "pycharm": {
     "name": "#%%\n"
    },
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: total: 43min 16s\n",
      "Wall time: 6min 18s\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<style>#sk-container-id-1 {color: black;}#sk-container-id-1 pre{padding: 0;}#sk-container-id-1 div.sk-toggleable {background-color: white;}#sk-container-id-1 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-1 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-1 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-1 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-1 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-1 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-1 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-1 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-1 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-1 div.sk-item {position: relative;z-index: 1;}#sk-container-id-1 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-1 div.sk-item::before, #sk-container-id-1 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-1 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-1 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-1 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-1 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-1 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-1 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-1 div.sk-label-container {text-align: center;}#sk-container-id-1 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-1 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>Pipeline(steps=[(&#x27;preprocessor&#x27;,\n",
       "                 ColumnTransformer(transformers=[(&#x27;num&#x27;,\n",
       "                                                  Pipeline(steps=[(&#x27;imputer&#x27;,\n",
       "                                                                   SimpleImputer()),\n",
       "                                                                  (&#x27;scaler&#x27;,\n",
       "                                                                   StandardScaler()),\n",
       "                                                                  (&#x27;pca&#x27;,\n",
       "                                                                   PCA(n_components=2))]),\n",
       "                                                  Index([&#x27;A&#x27;, &#x27;B&#x27;, &#x27;C&#x27;, &#x27;D&#x27;, &#x27;E&#x27;, &#x27;F&#x27;, &#x27;G&#x27;, &#x27;H&#x27;, &#x27;I&#x27;, &#x27;J&#x27;, &#x27;K&#x27;, &#x27;L&#x27;, &#x27;M&#x27;, &#x27;N&#x27;,\n",
       "       &#x27;O&#x27;],\n",
       "      dtype=&#x27;object&#x27;))])),\n",
       "                (&#x27;classifier&#x27;, RandomForestClassifier(n_jobs=-1))])</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item sk-dashed-wrapped\"><div class=\"sk-label-container\"><div class=\"sk-label sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" ><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">Pipeline</label><div class=\"sk-toggleable__content\"><pre>Pipeline(steps=[(&#x27;preprocessor&#x27;,\n",
       "                 ColumnTransformer(transformers=[(&#x27;num&#x27;,\n",
       "                                                  Pipeline(steps=[(&#x27;imputer&#x27;,\n",
       "                                                                   SimpleImputer()),\n",
       "                                                                  (&#x27;scaler&#x27;,\n",
       "                                                                   StandardScaler()),\n",
       "                                                                  (&#x27;pca&#x27;,\n",
       "                                                                   PCA(n_components=2))]),\n",
       "                                                  Index([&#x27;A&#x27;, &#x27;B&#x27;, &#x27;C&#x27;, &#x27;D&#x27;, &#x27;E&#x27;, &#x27;F&#x27;, &#x27;G&#x27;, &#x27;H&#x27;, &#x27;I&#x27;, &#x27;J&#x27;, &#x27;K&#x27;, &#x27;L&#x27;, &#x27;M&#x27;, &#x27;N&#x27;,\n",
       "       &#x27;O&#x27;],\n",
       "      dtype=&#x27;object&#x27;))])),\n",
       "                (&#x27;classifier&#x27;, RandomForestClassifier(n_jobs=-1))])</pre></div></div></div><div class=\"sk-serial\"><div class=\"sk-item sk-dashed-wrapped\"><div class=\"sk-label-container\"><div class=\"sk-label sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-2\" type=\"checkbox\" ><label for=\"sk-estimator-id-2\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">preprocessor: ColumnTransformer</label><div class=\"sk-toggleable__content\"><pre>ColumnTransformer(transformers=[(&#x27;num&#x27;,\n",
       "                                 Pipeline(steps=[(&#x27;imputer&#x27;, SimpleImputer()),\n",
       "                                                 (&#x27;scaler&#x27;, StandardScaler()),\n",
       "                                                 (&#x27;pca&#x27;, PCA(n_components=2))]),\n",
       "                                 Index([&#x27;A&#x27;, &#x27;B&#x27;, &#x27;C&#x27;, &#x27;D&#x27;, &#x27;E&#x27;, &#x27;F&#x27;, &#x27;G&#x27;, &#x27;H&#x27;, &#x27;I&#x27;, &#x27;J&#x27;, &#x27;K&#x27;, &#x27;L&#x27;, &#x27;M&#x27;, &#x27;N&#x27;,\n",
       "       &#x27;O&#x27;],\n",
       "      dtype=&#x27;object&#x27;))])</pre></div></div></div><div class=\"sk-parallel\"><div class=\"sk-parallel-item\"><div class=\"sk-item\"><div class=\"sk-label-container\"><div class=\"sk-label sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-3\" type=\"checkbox\" ><label for=\"sk-estimator-id-3\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">num</label><div class=\"sk-toggleable__content\"><pre>Index([&#x27;A&#x27;, &#x27;B&#x27;, &#x27;C&#x27;, &#x27;D&#x27;, &#x27;E&#x27;, &#x27;F&#x27;, &#x27;G&#x27;, &#x27;H&#x27;, &#x27;I&#x27;, &#x27;J&#x27;, &#x27;K&#x27;, &#x27;L&#x27;, &#x27;M&#x27;, &#x27;N&#x27;,\n",
       "       &#x27;O&#x27;],\n",
       "      dtype=&#x27;object&#x27;)</pre></div></div></div><div class=\"sk-serial\"><div class=\"sk-item\"><div class=\"sk-serial\"><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-4\" type=\"checkbox\" ><label for=\"sk-estimator-id-4\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">SimpleImputer</label><div class=\"sk-toggleable__content\"><pre>SimpleImputer()</pre></div></div></div><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-5\" type=\"checkbox\" ><label for=\"sk-estimator-id-5\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">StandardScaler</label><div class=\"sk-toggleable__content\"><pre>StandardScaler()</pre></div></div></div><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-6\" type=\"checkbox\" ><label for=\"sk-estimator-id-6\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">PCA</label><div class=\"sk-toggleable__content\"><pre>PCA(n_components=2)</pre></div></div></div></div></div></div></div></div></div></div><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-7\" type=\"checkbox\" ><label for=\"sk-estimator-id-7\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">RandomForestClassifier</label><div class=\"sk-toggleable__content\"><pre>RandomForestClassifier(n_jobs=-1)</pre></div></div></div></div></div></div></div>"
      ],
      "text/plain": [
       "Pipeline(steps=[('preprocessor',\n",
       "                 ColumnTransformer(transformers=[('num',\n",
       "                                                  Pipeline(steps=[('imputer',\n",
       "                                                                   SimpleImputer()),\n",
       "                                                                  ('scaler',\n",
       "                                                                   StandardScaler()),\n",
       "                                                                  ('pca',\n",
       "                                                                   PCA(n_components=2))]),\n",
       "                                                  Index(['A', 'B', 'C', 'D', 'E', 'F', 'G', 'H', 'I', 'J', 'K', 'L', 'M', 'N',\n",
       "       'O'],\n",
       "      dtype='object'))])),\n",
       "                ('classifier', RandomForestClassifier(n_jobs=-1))])"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "X_train = pd.DataFrame(X_train, columns=X.columns)\n",
    "\n",
    "# 训练模型\n",
    "pipeline.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fcb6c590-c292-4f7d-8ef6-71dcc321d9f1",
   "metadata": {
    "editable": true,
    "pycharm": {
     "name": "#%% md\n"
    },
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "source": [
    "4.3 评测模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "781a44cb-e0ad-4373-998c-9c90a7cd9d27",
   "metadata": {
    "editable": true,
    "pycharm": {
     "name": "#%%\n"
    },
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "训练集评估:\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           1       1.00      1.00      1.00    126382\n",
      "           2       1.00      1.00      1.00    314974\n",
      "           3       1.00      1.00      1.00    398644\n",
      "\n",
      "    accuracy                           1.00    840000\n",
      "   macro avg       1.00      1.00      1.00    840000\n",
      "weighted avg       1.00      1.00      1.00    840000\n",
      "\n",
      "测试集评估:\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           1       0.31      0.46      0.37     36415\n",
      "           2       0.92      0.75      0.83    166207\n",
      "           3       0.64      0.69      0.67    157378\n",
      "\n",
      "    accuracy                           0.70    360000\n",
      "   macro avg       0.62      0.63      0.62    360000\n",
      "weighted avg       0.74      0.70      0.71    360000\n",
      "\n",
      "CPU times: total: 3min 32s\n",
      "Wall time: 31.2 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "from sklearn.pipeline import Pipeline\n",
    "from sklearn.metrics import classification_report\n",
    "\n",
    "X_test = pd.DataFrame(X_test, columns=X.columns)\n",
    "\n",
    "# 在训练集上评估模型\n",
    "print(\"训练集评估:\")\n",
    "print(classification_report(pipeline.predict(X_train), y_train))\n",
    "\n",
    "# 在测试集上评估模型\n",
    "print(\"测试集评估:\")\n",
    "print(classification_report(pipeline.predict(X_test), y_test))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bcd79588-b089-492b-b851-9251dad70c87",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## 4. 模型保存和转换为ONNX格式"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "9d0c9cea-b5ac-43d4-822c-4d12beeff19d",
   "metadata": {
    "editable": true,
    "pycharm": {
     "name": "#%%\n"
    },
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "import onnx\n",
    "import onnxruntime as rt\n",
    "\n",
    "from skl2onnx import convert_sklearn\n",
    "from skl2onnx.common.data_types import FloatTensorType\n",
    "from skl2onnx import convert_sklearn\n",
    "from skl2onnx.common.data_types import FloatTensorType\n",
    "\n",
    "# 定义ONNX输入类型\n",
    "input_types = [(x, FloatTensorType([None, 1])) for x in X_train.columns]\n",
    "\n",
    "try:\n",
    "    model_onnx = convert_sklearn(pipeline, initial_types=input_types)\n",
    "except Exception as e:\n",
    "    print(e)\n",
    "\n",
    "# 保存ONNX模型\n",
    "onnx_model_path = \"pipeline_model.onnx\"\n",
    "with open(onnx_model_path, \"wb\") as f:\n",
    "    f.write(model_onnx.SerializeToString())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b3a8a9b2-c1c3-4d80-a6d7-a03f202d2b97",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## 5. 使用ONNX模型进行推理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "d2e0121a-022b-418e-a5dd-de6fc2c32d72",
   "metadata": {
    "editable": true,
    "pycharm": {
     "name": "#%%\n"
    },
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ONNX模型预测结果: [3 1 3 ... 2 2 2]\n",
      "\n",
      "ONNX模型预测结果评估:\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           1       0.46      0.30      0.36     54202\n",
      "           2       0.75      0.92      0.83    134934\n",
      "           3       0.69      0.64      0.67    170864\n",
      "\n",
      "    accuracy                           0.70    360000\n",
      "   macro avg       0.63      0.62      0.62    360000\n",
      "weighted avg       0.68      0.70      0.68    360000\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# 加载ONNX模型并进行预测\n",
    "inputs_onnx = {k: np.array(v).astype(np.float32).reshape(-1, 1) for k, v in X_test.to_dict(orient='list').items()}\n",
    "session_onnx = rt.InferenceSession(onnx_model_path)\n",
    "predict_onnx = session_onnx.run(None, inputs_onnx)\n",
    "print(\"ONNX模型预测结果:\", predict_onnx[0])\n",
    "\n",
    "# 将ONNX预测结果与实际测试集标签进行比较\n",
    "print(\"\\nONNX模型预测结果评估:\")\n",
    "print(classification_report(y_test, predict_onnx[0]))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "878d7d9c-b2df-47e4-9342-a37033bbe723",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "保存为pmml格式模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "904f0991-d18d-443d-a91f-a133f16956ed",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "'export' 不是内部或外部命令，也不是可运行的程序\n",
      "或批处理文件。\n"
     ]
    }
   ],
   "source": [
    "!export JAVA_OPTS=\"-Xmx8g\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "08a2ed13-9f8f-40ad-89b8-0f01c341e5e2",
   "metadata": {
    "editable": true,
    "pycharm": {
     "name": "#%%\n"
    },
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "from sklearn2pmml.decoration import ContinuousDomain\n",
    "from sklearn2pmml.pipeline import PMMLPipeline\n",
    "from sklearn2pmml import sklearn2pmml\n",
    "\n",
    "from sklearn2pmml import sklearn2pmml\n",
    "sklearn2pmml(pipeline, 'pipeline.pmml')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4e7a8938-28e5-4f13-b1df-75fa8f3509f9",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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    "name": "ipython",
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   "file_extension": ".py",
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